SOTAVerified

Program Repair

Task of teaching ML models to modify an existing program to fix a bug in a given code.

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 121–130 of 132 papers

TitleStatusHype
Learning and Evaluating Contextual Embedding of Source CodeCode0
Human-In-The-Loop Automatic Program RepairCode0
Learning to Fix Build Errors with Graph2Diff Neural Networks—0
SampleFix: Learning to Generate Functionally Diverse Fixes—0
ENCORE: Ensemble Learning using Convolution Neural Machine Translation for Automatic Program Repair—0
SequenceR: Sequence-to-Sequence Learning for End-to-End Program RepairCode0
Towards Mixed Optimization for Reinforcement Learning with Program Synthesis—0
Deep Reinforcement Learning for Programming Language CorrectionCode0
Dynamic Neural Program Embeddings for Program Repair—0
Dynamic Neural Program Embedding for Program RepairCode0
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All datasetsDeepFixGitHub-PythonHumanEvalPackTFix's Code Patches Data

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DrRepair + BIFIAverage Success Rate71.7—Unverified
2DrRepairAverage Success Rate68.2—Unverified
3SampleFixAverage Success Rate45.3—Unverified
4RLAssistAverage Success Rate26.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer + BIFIAccuracy (%)90.5—Unverified
2TransformerAccuracy (%)62—Unverified
#ModelMetricClaimedVerifiedStatus
1MGDebugger (DeepSeek-Coder-V2-Lite)Pass@197.6—Unverified
#ModelMetricClaimedVerifiedStatus
1TFixError Removal678—Unverified